A single-call data quality assessment scoring a data set on the five inherent characteristics of the ISO/IEC 25012 data quality model (accuracy, completeness, consistency, credibility and currentness) through the fifteen quality properties beneath them, ISO/IEC (2008) <https://www.iso.org/standard/35736.html>. Each property is measured as a ratio of counted data items, the form ISO/IEC 25024 measurement functions take, ISO/IEC (2015) <https://www.iso.org/standard/35749.html>. Six properties are computable from a table alone; the rest compare the data against expectations declared through a specification object, and are reported as not applicable rather than approximated when none is supplied. Also reports missing-data patterns, duplicates, redundant columns, outliers, multicollinearity and distributional deviations, and returns a structured object with plots rather than console text alone. The statistics implement the methodology of the author's master's dissertation, Demirhan (2024) "Assessing Data Quality Management Issues in Open-Sourced Data Sets with Statistical Methodology" <https://halukdemirhan.com/assets/msc-thesis-haluk-demirhan-public.pdf>.
| Version: | 0.2.0 |
| Depends: | R (≥ 4.1.0) |
| Imports: | cli, ggplot2 (≥ 3.4.0), stats, tools, utils |
| Suggests: | knitr, randomForest, rmarkdown, readxl, testthat (≥ 3.0.0) |
| Published: | 2026-10-29 |
| DOI: | 10.32614/CRAN.package.datagrade (may not be active yet) |
| Author: | Omer Haluk Demirhan [aut, cre] |
| Maintainer: | Omer Haluk Demirhan <hlk01dn at gmail.com> |
| BugReports: | https://github.com/ohalukdemirhan/datagrade/issues |
| License: | MIT + file LICENSE |
| URL: | https://github.com/ohalukdemirhan/datagrade |
| NeedsCompilation: | no |
| Materials: | README, NEWS |
| CRAN checks: | datagrade results |
| Reference manual: | datagrade.html , datagrade.pdf |
| Vignettes: |
Getting started with datagrade (source, R code) Deviations from the dissertation (source, R code) Methodology: every formula, stated (source, R code) Scalability: 54 thousand to 10 million rows (source, R code) |
| Package source: | datagrade_0.2.0.tar.gz |
| Windows binaries: | r-devel: not available, r-release: datagrade_0.2.0.zip, r-oldrel: not available |
| macOS binaries: | r-release (arm64): datagrade_0.2.0.tgz, r-oldrel (arm64): datagrade_0.2.0.tgz, r-release (x86_64): datagrade_0.2.0.tgz, r-oldrel (x86_64): datagrade_0.2.0.tgz |
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